Chaotic Meta-Heuristic Algorithms for Optimal Design of Structures
暫譯: 結構最佳設計的混沌元啟發式演算法

Kaveh, Ali, Yousefpoor, Hossein

  • 出版商: Springer
  • 出版日期: 2025-01-31
  • 售價: $5,810
  • 貴賓價: 9.5$5,520
  • 語言: 英文
  • 頁數: 342
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3031489209
  • ISBN-13: 9783031489204
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

商品描述

In this book, various chaos maps are embedded in eleven efficient and well-known metaheuristics and a significant improvement in the optimization results is achieved. The two basic steps of metaheuristic algorithms consist of exploration and exploitation. The imbalance between these stages causes serious problems for metaheuristic algorithms, which are immature convergence and stopping in local optima. Chaos maps with chaotic jumps can save algorithms from being trapped in local optima and lead to convergence toward global optima. Embedding these maps in the exploration phase, exploitation phase, or both simultaneously corresponds to three efficient and useful scenarios. By creating competition between different modes and increasing diversity in the search space and creating sudden jumps in the search phase, improvements are achieved for chaotic algorithms. Four Chaotic Algorithms, including Chaotic Cyclical Parthenogenesis Algorithm, Chaotic Water Evaporation Optimization, Chaotic Tug-of-War Optimization, and Chaotic Thermal Exchange Optimization are developed.


商品描述(中文翻譯)

在本書中,各種混沌映射被嵌入於十一種高效且知名的元啟發式演算法中,並顯著改善了優化結果。元啟發式演算法的兩個基本步驟包括探索(exploration)和利用(exploitation)。這些階段之間的不平衡會對元啟發式演算法造成嚴重問題,例如不成熟的收斂和停留在局部最優解。具有混沌跳躍的混沌映射可以幫助演算法避免陷入局部最優解,並引導其收斂至全局最優解。將這些映射嵌入探索階段、利用階段或同時嵌入兩者對應於三種高效且有用的情境。通過在不同模式之間創造競爭、增加搜尋空間的多樣性以及在搜尋階段創造突發跳躍,混沌演算法得以改善。開發了四種混沌演算法,包括混沌循環孤雛繁殖演算法(Chaotic Cyclical Parthenogenesis Algorithm)、混沌水蒸發優化(Chaotic Water Evaporation Optimization)、混沌拔河優化(Chaotic Tug-of-War Optimization)和混沌熱交換優化(Chaotic Thermal Exchange Optimization)。